{"id":"W2132000253","doi":"10.14297/jpaap.v1i2.67","title":"Academic English is No One’s Mother Tongue: Graduate and Undergraduate Students’ Academic English Language-learning Needs from Students’ and Instructors’ Perspectives","year":2013,"lang":"en","type":"article","venue":"Journal of Perspectives in Applied Academic Practice","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"English for academic purposes; Psychology; Competence (human resources); Context (archaeology); Mathematics education; First language; Graduate students; Medical education; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002881718,0.0002463972,0.0005693465,0.0009850289,0.002809937,0.00299917,0.0006505834,0.0008829899,0.001755975],"category_scores_gemma":[0.007995109,0.0003732273,0.0002758356,0.0008578202,0.001620309,0.001509512,0.003025822,0.001415696,0.000380685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287061,"about_ca_system_score_gemma":0.002215981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005951548,"about_ca_topic_score_gemma":0.01244718,"domain_scores_codex":[0.9980843,0.0006172661,0.00009703589,0.0001550968,0.0004398041,0.0006064899],"domain_scores_gemma":[0.9947191,0.001611134,0.0008075636,0.0001086538,0.000866934,0.001886591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001314895,0.0004154251,0.3023622,0.000118635,0.00001677046,0.001800822,0.6575809,0.00005463287,0.002336929,0.0005681137,0.001011081,0.03360303],"study_design_scores_gemma":[0.000005628786,0.0002907491,0.1280635,0.0000571338,0.000008067456,0.0005247529,0.8681684,0.00008232439,0.0003692906,0.0001115702,0.002300889,0.00001753394],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991972,0.00004700619,0.00001665814,0.000170052,0.000003768719,0.000002911179,0.000006429566,7.245013e-7,0.0005551457],"genre_scores_gemma":[0.9992755,0.0001175556,0.00004649393,0.00008057939,0.000004981584,0.00001022633,0.00001272546,0.000001333608,0.0004506213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005951548,"threshold_uncertainty_score":0.01524019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02939284274423161,"score_gpt":0.3083201208251544,"score_spread":0.2789272780809228,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}